How do I align particles to the center of the object?
I found the answer to my own question... lol

So here it is, it can be of help to any of you, or so I hope.

In short, you have to rotate the object (particles) in the X-axis -90º so it looks as it’s shown in the following image.


Then you just go Control+A, Apply Rotation and then you have it!